differential equation

Reinforcement Learning based Disease Progression Model for Alzheimer’s Disease NeurIPS 2021 A General System of Differential Equations to Model First-Order Adaptive Algorithms JMLR 2020 Analog Accelerator for Simulation and Diagnostics AAAI 2020 Deep Energy-based Modeling of Discrete-Time Physics NeurIPS 2020 Deep Learning For Symbolic Mathematics ICLR 2020 Differential Equation Units: Learning Functional Forms of Activation Functions from Data AAAI 2020 Acceleration via Symplectic Discretization of High-Resolution Differential Equations NeurIPS 2019 A Dynamical Systems Perspective on Nesterov Acceleration ICML 2019 Beyond Structural Causal Models: Causal Constraints Models UAI 2019 Convergence-Rate-Matching Discretization of Accelerated Optimization Flows Through Opportunistic State-Triggered Control NeurIPS 2019 Algorithmic Linearly Constrained Gaussian Processes NeurIPS 2018 Beyond Finite Layer Neural Networks: Bridging Deep Architectures and Numerical Differential Equations ICML 2018 Constrained Cross-Entropy Method for Safe Reinforcement Learning NeurIPS 2018 Deep Learning for Physical Processes: Incorporating Prior Scientific Knowledge ICLR 2018 Neural Networks Trained to Solve Differential Equations Learn General Representations NeurIPS 2018 The Physical Systems Behind Optimization Algorithms NeurIPS 2018 Predicting User Activity Level In Point Processes With Mass Transport Equation NeurIPS 2017 Principles of Riemannian Geometry in Neural Networks NeurIPS 2017 A Differential Equation for Modeling Nesterov's Accelerated Gradient Method: Theory and Insights JMLR 2016 Fast Parameter Inference in Nonlinear Dynamical Systems using Iterative Gradient Matching ICML 2016 A Differential Equation for Modeling Nesterov’s Accelerated Gradient Method: Theory and Insights NeurIPS 2014 Probabilistic Solutions to Differential Equations and their Application to Riemannian Statistics AISTATS 2014 Spike timing-dependent plasticity as dynamic filter NeurIPS 2010 Accelerating Bayesian Inference over Nonlinear Differential Equations with Gaussian Processes NeurIPS 2008